{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6a3cb0b2-dfdf-44fa-be15-464d956702fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2f130140-9970-4d75-89a5-71587860d558",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/accentuate/lib/python3.9/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: libtorch_cuda_cu.so: cannot open shared object file: No such file or directory\n",
      "  warn(f\"Failed to load image Python extension: {e}\")\n"
     ]
    }
   ],
   "source": [
    "from jsputils import paths, classes, nsdorg, plotting, encoding, nnutils, selectivity, eiganalysis, gpu_encoding\n",
    "import os\n",
    "from os.path import exists\n",
    "import cortex\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from fastprogress import progress_bar\n",
    "import scipy.stats as stats\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "import copy\n",
    "import time\n",
    "import gc\n",
    "from IPython.core.debugger import set_trace\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.decomposition import PCA\n",
    "from PIL import Image\n",
    "\n",
    "import sys\n",
    "sys.path.append('/home/jovyan/work/DropboxSandbox/GSN')\n",
    "import gsn\n",
    "from gsn.rsa_noise_ceiling import rsa_noise_ceiling\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "import torchlens as tl\n",
    "\n",
    "from torchvision.transforms._presets import ImageClassification\n",
    "\n",
    "from sklearn.linear_model import Lasso, LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "58d6bf01-d14e-4f29-b185-f40ded4eab0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "nsddir = paths.nsd()\n",
    "\n",
    "savedir = f'{os.getcwd()}/analysis_outputs/3-Encoding/'\n",
    "\n",
    "subjs = [f'subj0{s}' for s in range(1,9)]\n",
    "roi_list = ['FFA-2','OPA','VWFA-2','FBA-1','OFA','OWFA','FBA-2']\n",
    "\n",
    "train_imageset = 'nonshared1000-3rep-batch0'\n",
    "val_imageset = 'nonshared1000-3rep-batch1'\n",
    "test_imageset = 'special515'\n",
    "\n",
    "space = 'nativesurface'\n",
    "beta_version = 'betas_fithrf_GLMdenoise_RR'\n",
    "ncsnr_threshold = 0.3\n",
    "\n",
    "model_name = 'alexnet-ipcl'\n",
    "floc_imageset_name = 'vpnl-floc'\n",
    "\n",
    "if 'alexnet-barlow-twins' in model_name:\n",
    "    \n",
    "    layer_list = ['conv3',\n",
    "                  'groupnorm3',\n",
    "                  'relu3',\n",
    "                  'conv4',\n",
    "                  'groupnorm4',\n",
    "                  'relu4',\n",
    "                  'conv5',\n",
    "                  'groupnorm5',\n",
    "                  'relu5',\n",
    "                  'maxpool5',\n",
    "                  'fc6',\n",
    "                  'batchnorm6',\n",
    "                  'relu6',\n",
    "                  'fc7',\n",
    "                  'batchnorm7',\n",
    "                  'relu7',\n",
    "                  'fc8',\n",
    "                  'batchnorm8']\n",
    "    \n",
    "elif 'alexnet-ipcl' in model_name:\n",
    "    \n",
    "    layer_list = ['conv3',\n",
    "                 'groupnorm3',\n",
    "                 'relu3',\n",
    "                 'conv4',\n",
    "                 'groupnorm4',\n",
    "                 'relu4',\n",
    "                 'conv5',\n",
    "                 'groupnorm5',\n",
    "                 'relu5',\n",
    "                 'maxpool5',\n",
    "                 'avgpool5',\n",
    "                 'fc6',\n",
    "                 'batchnorm6',\n",
    "                 'relu6',\n",
    "                 'fc7',\n",
    "                 'batchnorm7',\n",
    "                 'relu7',\n",
    "                 'fc8',\n",
    "                 'norm8']\n",
    "    \n",
    "elif 'alexnet-vggface' in model_name:\n",
    "    \n",
    "    layer_list = ['conv3',\n",
    "                  'relu3',\n",
    "                  'conv4',\n",
    "                  'relu4',\n",
    "                  'conv5',\n",
    "                  'relu5',\n",
    "                  'maxpool5',\n",
    "                  'fc6',\n",
    "                  'relu6',\n",
    "                  'fc7',\n",
    "                  'relu7',\n",
    "                  'fc8']\n",
    "    \n",
    "elif 'alexnet-supervised' in model_name:\n",
    "    layer_list = ['conv3',\n",
    "                  'relu3',\n",
    "                  'conv4',\n",
    "                  'relu4',\n",
    "                  'conv5',\n",
    "                  'relu5',\n",
    "                  'maxpool5',\n",
    "                  'fc6',\n",
    "                  'relu6',\n",
    "                  'fc7',\n",
    "                  'relu7',\n",
    "                  'fc8']\n",
    "\n",
    "domain_list = ['faces','scenes','bodies','characters','objects']#,'scenes','bodies','characters','objects']#,'bodies','objects','scenes','characters']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4c9d2447-edcc-435e-aea6-f9f0ac8c49f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /home/jovyan/.cache/torch/hub/harvard-visionlab_open_ipcl_main\n"
     ]
    }
   ],
   "source": [
    "DNN = classes.DNNModel(model_name)\n",
    "if 'vggface' not in model_name:\n",
    "    floc = classes.ImageSet(floc_imageset_name, transforms = DNN.transforms)\n",
    "\n",
    "    DNN.find_selective_units(floc_imageset_name, overwrite = False, verbose = False,\n",
    "                           FDR_p = 0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "03df080c-fb5b-473a-ad73-266228af2286",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8' class='' max='8' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8/8 03:08&lt;00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj01 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj01 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj02 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj02 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj03 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj03 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj04 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj04 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj05 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj05 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj06 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj06 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj07 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj07 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj08 FFA-1 norm8 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 fc8 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 relu7 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 batchnorm7 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 fc7 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 relu6 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 batchnorm6 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 fc6 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 avgpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 maxpool5 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 relu5 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 groupnorm5 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 conv5 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 relu4 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 groupnorm4 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 conv4 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 relu3 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 groupnorm3 faces\n",
      "\tresults already computed. loading...\n",
      "subj08 FFA-1 conv3 faces\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8' class='' max='8' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8/8 03:10&lt;00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj01 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj01 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj02 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj02 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj03 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj03 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj04 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj04 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj05 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj05 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj06 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj06 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj07 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj07 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj08 PPA norm8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA fc8 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA relu7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA batchnorm7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA fc7 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA relu6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA batchnorm6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA fc6 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA avgpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA maxpool5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA relu5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA groupnorm5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA conv5 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA relu4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA groupnorm4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA conv4 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA relu3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA groupnorm3 scenes\n",
      "\tresults already computed. loading...\n",
      "subj08 PPA conv3 scenes\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8' class='' max='8' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8/8 03:09&lt;00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj01 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj01 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj02 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj02 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj03 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj03 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj04 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj04 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj05 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj05 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj06 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj06 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj07 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj07 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj08 VWFA-1 norm8 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 fc8 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 relu7 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 batchnorm7 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 fc7 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 relu6 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 batchnorm6 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 fc6 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 avgpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 maxpool5 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 relu5 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 groupnorm5 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 conv5 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 relu4 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 groupnorm4 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 conv4 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 relu3 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 groupnorm3 characters\n",
      "\tresults already computed. loading...\n",
      "subj08 VWFA-1 conv3 characters\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8' class='' max='8' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8/8 04:02&lt;00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj01 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj01 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj02 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj02 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj03 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj03 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj04 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj04 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj05 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj05 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj06 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj06 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj07 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj07 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "betas already saved. loading...\n",
      "loading train, val, and test data\n",
      "subj08 EBA norm8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA fc8 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA relu7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA batchnorm7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA fc7 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA relu6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA batchnorm6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA fc6 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA avgpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA maxpool5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA relu5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA groupnorm5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA conv5 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA relu4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA groupnorm4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA conv4 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA relu3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA groupnorm3 bodies\n",
      "\tresults already computed. loading...\n",
      "subj08 EBA conv3 bodies\n",
      "\tresults already computed. loading...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n",
      "/home/jovyan/work/DropboxProjects/jsputils/jsputils/classes.py:714: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  self.results_df = pd.concat([self.results_df, pd.read_csv(savefn)], ignore_index=True)\n"
     ]
    }
   ],
   "source": [
    "results = dict()\n",
    "\n",
    "for roi in roi_list:\n",
    "\n",
    "    results[roi] = dict()\n",
    "\n",
    "    for subj in progress_bar(subjs):\n",
    "        NSDsubj = classes.fMRISubject(subj, space, beta_version)\n",
    "        ROI = classes.BrainRegion(NSDsubj, roi)\n",
    "\n",
    "        ROI.load_betas()\n",
    "        ROI.get_ncsnr_mask(threshold = ncsnr_threshold)\n",
    "        ROI.load_encoding_data(train_imageset, val_imageset, test_imageset)\n",
    "        \n",
    "        encoder = classes.EncodingProcedure(ROI, DNN, \n",
    "                                     method = 'lasso', \n",
    "                                     positive = True,\n",
    "                                     alphas = [0.001])  # 0.001 for untrained, ipcl, 0.1 for trained,\n",
    "        \n",
    "        # if 'barlow' in model_name:\n",
    "        #     domain_list = ['layer']\n",
    "       # elif 'random' in model_name:\n",
    "        if 'FFA' in roi or 'OFA' in roi:\n",
    "            domain_list = ['faces']\n",
    "        elif 'OPA' in roi or 'PPA' in roi:\n",
    "            domain_list = ['scenes']\n",
    "        elif 'EBA' in roi or 'FBA' in roi:\n",
    "            domain_list = ['bodies']\n",
    "        elif 'VWFA' in roi or 'OWFA' in roi:\n",
    "            domain_list = ['characters']\n",
    "    \n",
    "        encoder.encode_layers(savedir, \n",
    "                              layers = np.flip(layer_list), \n",
    "                              domains = domain_list, \n",
    "                              overwrite = False)\n",
    "\n",
    "        results[roi][subj] = encoder.results_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "033184b5-7314-4941-8df6-cd76c830a0b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.1]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1acc25bc-24ca-4f44-bb78-b2e32f2fa45d",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'results_' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mresults_\u001b[49m[subj]\n",
      "\u001b[0;31mNameError\u001b[0m: name 'results_' is not defined"
     ]
    }
   ],
   "source": [
    "results[subj]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cbe8784-f3db-42ca-956a-0e6e3839e6e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "2+2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ba43447c-08c9-488c-bddb-f95a0ace20ba",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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